Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	5875
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1009.9 KiB
Average record size in memory	176.0 B

Variable types

Numeric	21
Categorical	1

Alerts

`motor_UPDRS` is highly overall correlated with `total_UPDRS`	High correlation
`total_UPDRS` is highly overall correlated with `motor_UPDRS`	High correlation
`Jitter(%)` is highly overall correlated with `Jitter(Abs)` and 13 other fields	High correlation
`Jitter(Abs)` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:RAP` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Jitter:PPQ5` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation
`Jitter:DDP` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer(dB)` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ3` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ5` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`Shimmer:APQ11` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation
`Shimmer:DDA` is highly overall correlated with `Jitter(%)` and 12 other fields	High correlation
`NHR` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation
`HNR` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation
`RPDE` is highly overall correlated with `Jitter(%)` and 6 other fields	High correlation
`PPE` is highly overall correlated with `Jitter(%)` and 13 other fields	High correlation

Reproduction

Analysis started	2023-12-03 14:45:16.558012
Analysis finished	2023-12-03 14:46:07.809769
Duration	51.25 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

subject#
Real number (ℝ)

Distinct	42
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.494128

Minimum	1
Maximum	42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	1
5-th percentile	2.7
Q1	10
median	22
Q3	33
95-th percentile	41
Maximum	42
Range	41
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	12.372279
Coefficient of variation (CV)	0.57561207
Kurtosis	-1.2494738
Mean	21.494128
Median Absolute Deviation (MAD)	11
Skewness	0.0029963516
Sum	126278
Variance	153.0733
Monotonicity	Increasing

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
29	168	2.9%
35	165	2.8%
41	165	2.8%
34	161	2.7%
7	161	2.7%
24	156	2.7%
5	156	2.7%
6	156	2.7%
9	152	2.6%
8	150	2.6%
Other values (32)	4285	72.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	149	2.5%
2	145	2.5%
3	144	2.5%
4	137	2.3%
5	156	2.7%
6	156	2.7%
7	161	2.7%
8	150	2.6%
9	152	2.6%
10	148	2.5%

Value	Count	Frequency (%)
42	150	2.6%
41	165	2.8%
40	142	2.4%
39	143	2.4%
38	149	2.5%
37	140	2.4%
36	129	2.2%
35	165	2.8%
34	161	2.7%
33	135	2.3%

age
Real number (ℝ)

Distinct	23
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.804936

Minimum	36
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	36
5-th percentile	49
Q1	58
median	65
Q3	72
95-th percentile	78
Maximum	85
Range	49
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.8215237
Coefficient of variation (CV)	0.13612426
Kurtosis	0.67045524
Mean	64.804936
Median Absolute Deviation (MAD)	7
Skewness	-0.37913342
Sum	380729
Variance	77.819281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
58	429	7.3%
66	422	7.2%
65	407	6.9%
57	385	6.6%
73	385	6.6%
68	317	5.4%
72	310	5.3%
59	299	5.1%
75	286	4.9%
67	283	4.8%
Other values (13)	2352	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	101	1.7%
49	256	4.4%
55	267	4.5%
56	140	2.4%
57	385	6.6%
58	429	7.3%
59	299	5.1%
60	156	2.7%
61	150	2.6%
62	236	4.0%

Value	Count	Frequency (%)
85	142	2.4%
78	168	2.9%
76	144	2.5%
75	286	4.9%
74	271	4.6%
73	385	6.6%
72	310	5.3%
71	165	2.8%
68	317	5.4%
67	283	4.8%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.0 KiB

0	4008
1	1867

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	5875
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

Most occurring characters

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5875	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	5875	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5875	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4008	68.2%
1	1867	31.8%

test_time
Real number (ℝ)

Distinct	2442
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.863722

Minimum	-4.2625
Maximum	215.49
Zeros	0
Zeros (%)	0.0%
Negative	12
Negative (%)	0.2%
Memory size	46.0 KiB

Quantile statistics

Minimum	-4.2625
5-th percentile	12.426
Q1	46.8475
median	91.523
Q3	138.445
95-th percentile	175.5
Maximum	215.49
Range	219.7525
Interquartile range (IQR)	91.5975

Descriptive statistics

Standard deviation	53.445602
Coefficient of variation (CV)	0.57552724
Kurtosis	-1.1473772
Mean	92.863722
Median Absolute Deviation (MAD)	46.108
Skewness	0.07772019
Sum	545574.37
Variance	2856.4324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
119.34	15	0.3%
147.34	14	0.2%
133.39	12	0.2%
126.26	12	0.2%
126.42	12	0.2%
105.37	11	0.2%
133.77	11	0.2%
136.8	11	0.2%
168.39	11	0.2%
105.4	10	0.2%
Other values (2432)	5756	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.2625	2	< 0.1%
-4.2618	1	< 0.1%
-4.2604	1	< 0.1%
-4.2597	2	< 0.1%
-3.3125	1	< 0.1%
-3.3118	2	< 0.1%
-3.3104	1	< 0.1%
-3.3097	2	< 0.1%
0.39583	1	< 0.1%
0.39653	2	< 0.1%

Value	Count	Frequency (%)
215.49	6	0.1%
212.39	6	0.1%
208.53	6	0.1%
204.4	6	0.1%
202.43	6	0.1%
202.31	1	< 0.1%
202.3	5	0.1%
201.53	6	0.1%
198.36	6	0.1%
196.36	6	0.1%

motor_UPDRS
Real number (ℝ)

HIGH CORRELATION

Distinct	1080
Distinct (%)	18.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.296229

Minimum	5.0377
Maximum	39.511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	5.0377
5-th percentile	8.4671
Q1	15
median	20.871
Q3	27.5965
95-th percentile	35.0346
Maximum	39.511
Range	34.4733
Interquartile range (IQR)	12.5965

Descriptive statistics

Standard deviation	8.1292815
Coefficient of variation (CV)	0.381724
Kurtosis	-0.93752349
Mean	21.296229
Median Absolute Deviation (MAD)	6.326
Skewness	0.075248279
Sum	125115.34
Variance	66.085218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	143	2.4%
12	131	2.2%
31	90	1.5%
18	82	1.4%
6	72	1.2%
17	69	1.2%
33.643	12	0.2%
10.949	12	0.2%
31.776	12	0.2%
29.797	12	0.2%
Other values (1070)	5240	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.0377	3	0.1%
5.0378	3	0.1%
5.1375	3	0.1%
5.1376	3	0.1%
5.437	1	< 0.1%
5.4371	5	0.1%
5.5373	6	0.1%
5.6372	6	0.1%
5.7377	6	0.1%
5.8371	6	0.1%

Value	Count	Frequency (%)
39.511	6	0.1%
37.957	6	0.1%
37.664	6	0.1%
37.659	2	< 0.1%
37.658	4	0.1%
37.364	6	0.1%
37.298	3	0.1%
37.297	2	< 0.1%
37.282	3	0.1%
37.281	3	0.1%

total_UPDRS
Real number (ℝ)

HIGH CORRELATION

Distinct	1129
Distinct (%)	19.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.018942

Minimum	7
Maximum	54.992
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	7
5-th percentile	12.469
Q1	21.371
median	27.576
Q3	36.399
95-th percentile	47.257
Maximum	54.992
Range	47.992
Interquartile range (IQR)	15.028

Descriptive statistics

Standard deviation	10.700283
Coefficient of variation (CV)	0.36873443
Kurtosis	-0.35570353
Mean	29.018942
Median Absolute Deviation (MAD)	7.241
Skewness	0.27105335
Sum	170486.29
Variance	114.49606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	109	1.9%
19	70	1.2%
7	54	0.9%
26.477	12	0.2%
40.91	12	0.2%
27.114	12	0.2%
26.218	12	0.2%
34.044	12	0.2%
20.491	12	0.2%
27.486	12	0.2%
Other values (1119)	5558	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	54	0.9%
7.0881	2	< 0.1%
7.0882	1	< 0.1%
7.0883	3	0.1%
7.0982	6	0.1%
7.1698	1	< 0.1%
7.1699	5	0.1%
7.2409	3	0.1%
7.241	3	0.1%
7.3119	6	0.1%

Value	Count	Frequency (%)
54.992	6	0.1%
54.948	6	0.1%
54.868	6	0.1%
54.789	6	0.1%
54.727	6	0.1%
54.709	6	0.1%
54.63	6	0.1%
54.613	6	0.1%
54.556	6	0.1%
54.55	6	0.1%

Jitter(%)
Real number (ℝ)

HIGH CORRELATION

Distinct	1305
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0061537617

Minimum	0.00083
Maximum	0.09999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00083
5-th percentile	0.00232
Q1	0.00358
median	0.0049
Q3	0.0068
95-th percentile	0.013416
Maximum	0.09999
Range	0.09916
Interquartile range (IQR)	0.00322

Descriptive statistics

Standard deviation	0.0056242283
Coefficient of variation (CV)	0.91394964
Kurtosis	67.496559
Mean	0.0061537617
Median Absolute Deviation (MAD)	0.00151
Skewness	6.4518457
Sum	36.15335
Variance	3.1631944 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0044	22	0.4%
0.00349	21	0.4%
0.00409	21	0.4%
0.00358	20	0.3%
0.00432	19	0.3%
0.00319	18	0.3%
0.00419	18	0.3%
0.00413	18	0.3%
0.00388	18	0.3%
0.00431	18	0.3%
Other values (1295)	5682	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00083	1	< 0.1%
0.00084	1	< 0.1%
0.00085	1	< 0.1%
0.0009	1	< 0.1%
0.00093	1	< 0.1%
0.00106	1	< 0.1%
0.00109	1	< 0.1%
0.00113	1	< 0.1%
0.0012	1	< 0.1%
0.00121	1	< 0.1%

Value	Count	Frequency (%)
0.09999	1	< 0.1%
0.09962	1	< 0.1%
0.08929	1	< 0.1%
0.08589	1	< 0.1%
0.08034	1	< 0.1%
0.07183	1	< 0.1%
0.06714	1	< 0.1%
0.06031	1	< 0.1%
0.05893	1	< 0.1%
0.05821	1	< 0.1%

Jitter(Abs)
Real number (ℝ)

HIGH CORRELATION

Distinct	4105
Distinct (%)	69.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.4027118 × 10^-5

Minimum	2.25 × 10^-6
Maximum	0.00044559
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	2.25 × 10^-6
5-th percentile	1.1964 × 10^-5
Q1	2.2435 × 10^-5
median	3.453 × 10^-5
Q3	5.3335 × 10^-5
95-th percentile	0.000107826
Maximum	0.00044559
Range	0.00044334
Interquartile range (IQR)	3.09 × 10^-5

Descriptive statistics

Standard deviation	3.5983359 × 10^-5
Coefficient of variation (CV)	0.81729988
Kurtosis	18.155601
Mean	4.4027118 × 10^-5
Median Absolute Deviation (MAD)	1.428 × 10^-5
Skewness	3.2830754
Sum	0.25865932
Variance	1.2948021 × 10^-9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.182 × 10^-5	7	0.1%
1.744 × 10^-5	6	0.1%
1.549 × 10^-5	6	0.1%
2.095 × 10^-5	6	0.1%
3.101 × 10^-5	6	0.1%
3.351 × 10^-5	6	0.1%
1.318 × 10^-5	6	0.1%
1.485 × 10^-5	5	0.1%
4.536 × 10^-5	5	0.1%
2.924 × 10^-5	5	0.1%
Other values (4095)	5817	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.25 × 10^-6	1	< 0.1%
2.3 × 10^-6	1	< 0.1%
3.6 × 10^-6	1	< 0.1%
3.61 × 10^-6	1	< 0.1%
3.78 × 10^-6	1	< 0.1%
3.79 × 10^-6	1	< 0.1%
3.85 × 10^-6	1	< 0.1%
3.88 × 10^-6	1	< 0.1%
3.94 × 10^-6	1	< 0.1%
4.01 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.00044559	1	< 0.1%
0.0003957	1	< 0.1%
0.00039089	1	< 0.1%
0.00038918	1	< 0.1%
0.00037926	1	< 0.1%
0.00036383	1	< 0.1%
0.00033771	1	< 0.1%
0.00032197	1	< 0.1%
0.00030553	1	< 0.1%
0.0002992	1	< 0.1%

Jitter:RAP
Real number (ℝ)

HIGH CORRELATION

Distinct	853
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0029871847

Minimum	0.00033
Maximum	0.05754
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00033
5-th percentile	0.00099
Q1	0.00158
median	0.00225
Q3	0.00329
95-th percentile	0.007029
Maximum	0.05754
Range	0.05721
Interquartile range (IQR)	0.00171

Descriptive statistics

Standard deviation	0.003123819
Coefficient of variation (CV)	1.0457402
Kurtosis	78.534581
Mean	0.0029871847
Median Absolute Deviation (MAD)	0.00079
Skewness	6.945438
Sum	17.54971
Variance	9.758245 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00193	37	0.6%
0.00119	35	0.6%
0.00208	34	0.6%
0.00201	30	0.5%
0.00175	30	0.5%
0.00178	30	0.5%
0.00135	30	0.5%
0.00164	30	0.5%
0.00181	28	0.5%
0.00169	28	0.5%
Other values (843)	5563	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00033	1	< 0.1%
0.00034	1	< 0.1%
0.0004	2	< 0.1%
0.00042	1	< 0.1%
0.00043	1	< 0.1%
0.00045	2	< 0.1%
0.00046	1	< 0.1%
0.00048	1	< 0.1%
0.00049	1	< 0.1%
0.00052	2	< 0.1%

Value	Count	Frequency (%)
0.05754	1	< 0.1%
0.05451	1	< 0.1%
0.05435	1	< 0.1%
0.04961	1	< 0.1%
0.04522	1	< 0.1%
0.04356	1	< 0.1%
0.03979	1	< 0.1%
0.03821	1	< 0.1%
0.02977	1	< 0.1%
0.02941	1	< 0.1%

Jitter:PPQ5
Real number (ℝ)

HIGH CORRELATION

Distinct	840
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0032768511

Minimum	0.00043
Maximum	0.06956
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00043
5-th percentile	0.00117
Q1	0.00182
median	0.00249
Q3	0.00346
95-th percentile	0.006903
Maximum	0.06956
Range	0.06913
Interquartile range (IQR)	0.00164

Descriptive statistics

Standard deviation	0.0037315364
Coefficient of variation (CV)	1.1387568
Kurtosis	81.566374
Mean	0.0032768511
Median Absolute Deviation (MAD)	0.00079
Skewness	7.5862055
Sum	19.2515
Variance	1.3924364 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00175	32	0.5%
0.00216	30	0.5%
0.00214	30	0.5%
0.00207	30	0.5%
0.0022	30	0.5%
0.00199	30	0.5%
0.00253	29	0.5%
0.00177	28	0.5%
0.00224	28	0.5%
0.00167	28	0.5%
Other values (830)	5580	95.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00043	1	< 0.1%
0.00045	2	< 0.1%
0.00051	1	< 0.1%
0.00052	2	< 0.1%
0.00055	1	< 0.1%
0.00056	1	< 0.1%
0.00058	1	< 0.1%
0.00062	1	< 0.1%
0.00063	3	0.1%
0.00064	4	0.1%

Value	Count	Frequency (%)
0.06956	1	< 0.1%
0.06084	1	< 0.1%
0.05724	1	< 0.1%
0.05689	1	< 0.1%
0.05513	1	< 0.1%
0.04917	1	< 0.1%
0.04744	1	< 0.1%
0.04617	1	< 0.1%
0.0435	1	< 0.1%
0.04341	1	< 0.1%

Jitter:DDP
Real number (ℝ)

HIGH CORRELATION

Distinct	1703
Distinct (%)	29.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0089616766

Minimum	0.00098
Maximum	0.17263
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00098
5-th percentile	0.00296
Q1	0.00473
median	0.00675
Q3	0.00987
95-th percentile	0.021094
Maximum	0.17263
Range	0.17165
Interquartile range (IQR)	0.00514

Descriptive statistics

Standard deviation	0.0093714904
Coefficient of variation (CV)	1.0457296
Kurtosis	78.532426
Mean	0.0089616766
Median Absolute Deviation (MAD)	0.00236
Skewness	6.9453757
Sum	52.64985
Variance	8.7824833 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00358	17	0.3%
0.00493	17	0.3%
0.00578	17	0.3%
0.00508	16	0.3%
0.0057	15	0.3%
0.0058	15	0.3%
0.00667	14	0.2%
0.00442	14	0.2%
0.00499	14	0.2%
0.00525	13	0.2%
Other values (1693)	5723	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00098	1	< 0.1%
0.00103	1	< 0.1%
0.00121	2	< 0.1%
0.00125	1	< 0.1%
0.00128	1	< 0.1%
0.00134	1	< 0.1%
0.00136	1	< 0.1%
0.00138	1	< 0.1%
0.00143	1	< 0.1%
0.00147	1	< 0.1%

Value	Count	Frequency (%)
0.17263	1	< 0.1%
0.16352	1	< 0.1%
0.16304	1	< 0.1%
0.14883	1	< 0.1%
0.13567	1	< 0.1%
0.13068	1	< 0.1%
0.11937	1	< 0.1%
0.11463	1	< 0.1%
0.08932	1	< 0.1%
0.08822	1	< 0.1%

Shimmer
Real number (ℝ)

HIGH CORRELATION

Distinct	3581
Distinct (%)	61.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.034035217

Minimum	0.00306
Maximum	0.26863
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00306
5-th percentile	0.01205
Q1	0.01912
median	0.02751
Q3	0.03975
95-th percentile	0.074321
Maximum	0.26863
Range	0.26557
Interquartile range (IQR)	0.02063

Descriptive statistics

Standard deviation	0.025835158
Coefficient of variation (CV)	0.75907134
Kurtosis	15.240156
Mean	0.034035217
Median Absolute Deviation (MAD)	0.00963
Skewness	3.3127926
Sum	199.9569
Variance	0.00066745538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01784	9	0.2%
0.01807	8	0.1%
0.03045	7	0.1%
0.01718	7	0.1%
0.01801	7	0.1%
0.02097	7	0.1%
0.01788	7	0.1%
0.02496	7	0.1%
0.01872	6	0.1%
0.01464	6	0.1%
Other values (3571)	5804	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00306	1	< 0.1%
0.00344	1	< 0.1%
0.00379	1	< 0.1%
0.00406	1	< 0.1%
0.00455	1	< 0.1%
0.00483	1	< 0.1%
0.00494	1	< 0.1%
0.00502	1	< 0.1%
0.00504	1	< 0.1%
0.00516	1	< 0.1%

Value	Count	Frequency (%)
0.26863	1	< 0.1%
0.23915	1	< 0.1%
0.22691	1	< 0.1%
0.22677	1	< 0.1%
0.22221	1	< 0.1%
0.21805	1	< 0.1%
0.21362	1	< 0.1%
0.20498	1	< 0.1%
0.20406	1	< 0.1%
0.20305	1	< 0.1%

Shimmer(dB)
Real number (ℝ)

HIGH CORRELATION

Distinct	852
Distinct (%)	14.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31096

Minimum	0.026
Maximum	2.107
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.026
5-th percentile	0.111
Q1	0.175
median	0.253
Q3	0.365
95-th percentile	0.681
Maximum	2.107
Range	2.081
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.23025366
Coefficient of variation (CV)	0.74046071
Kurtosis	13.091042
Mean	0.31096
Median Absolute Deviation (MAD)	0.088
Skewness	3.0992207
Sum	1826.89
Variance	0.053016749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.164	33	0.6%
0.201	31	0.5%
0.16	30	0.5%
0.178	27	0.5%
0.174	26	0.4%
0.156	26	0.4%
0.187	26	0.4%
0.208	26	0.4%
0.172	25	0.4%
0.17	25	0.4%
Other values (842)	5600	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.026	1	< 0.1%
0.03	1	< 0.1%
0.034	1	< 0.1%
0.035	1	< 0.1%
0.041	1	< 0.1%
0.045	1	< 0.1%
0.047	1	< 0.1%
0.049	1	< 0.1%
0.05	1	< 0.1%
0.051	1	< 0.1%

Value	Count	Frequency (%)
2.107	1	< 0.1%
1.97	1	< 0.1%
1.937	1	< 0.1%
1.877	1	< 0.1%
1.872	1	< 0.1%
1.845	1	< 0.1%
1.828	1	< 0.1%
1.798	1	< 0.1%
1.797	1	< 0.1%
1.758	1	< 0.1%

Shimmer:APQ3
Real number (ℝ)

HIGH CORRELATION

Distinct	2664
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.017155704

Minimum	0.00161
Maximum	0.16267
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00161
5-th percentile	0.005407
Q1	0.00928
median	0.0137
Q3	0.020575
95-th percentile	0.039197
Maximum	0.16267
Range	0.16106
Interquartile range (IQR)	0.011295

Descriptive statistics

Standard deviation	0.013237118
Coefficient of variation (CV)	0.77158698
Kurtosis	14.724563
Mean	0.017155704
Median Absolute Deviation (MAD)	0.00519
Skewness	3.097223
Sum	100.78976
Variance	0.00017522128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.011	10	0.2%
0.00988	10	0.2%
0.00946	9	0.2%
0.0107	9	0.2%
0.01156	9	0.2%
0.00819	9	0.2%
0.01146	9	0.2%
0.01229	8	0.1%
0.01269	8	0.1%
0.00977	8	0.1%
Other values (2654)	5786	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00161	1	< 0.1%
0.00172	1	< 0.1%
0.00178	1	< 0.1%
0.00185	1	< 0.1%
0.00193	1	< 0.1%
0.00205	1	< 0.1%
0.00211	1	< 0.1%
0.00214	2	< 0.1%
0.00217	1	< 0.1%
0.00221	1	< 0.1%

Value	Count	Frequency (%)
0.16267	1	< 0.1%
0.14428	1	< 0.1%
0.12795	1	< 0.1%
0.11288	1	< 0.1%
0.10705	1	< 0.1%
0.10574	1	< 0.1%
0.10405	1	< 0.1%
0.10295	1	< 0.1%
0.10291	1	< 0.1%
0.10098	1	< 0.1%

Shimmer:APQ5
Real number (ℝ)

HIGH CORRELATION

Distinct	2850
Distinct (%)	48.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020144184

Minimum	0.00194
Maximum	0.16702
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00194
5-th percentile	0.006517
Q1	0.01079
median	0.01594
Q3	0.023755
95-th percentile	0.044909
Maximum	0.16702
Range	0.16508
Interquartile range (IQR)	0.012965

Descriptive statistics

Standard deviation	0.016663933
Coefficient of variation (CV)	0.82723296
Kurtosis	19.244339
Mean	0.020144184
Median Absolute Deviation (MAD)	0.00593
Skewness	3.6980613
Sum	118.34708
Variance	0.00027768666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.00986	9	0.2%
0.01977	8	0.1%
0.01029	8	0.1%
0.0137	8	0.1%
0.01457	8	0.1%
0.01002	8	0.1%
0.01175	8	0.1%
0.0154	8	0.1%
0.01078	8	0.1%
0.01452	8	0.1%
Other values (2840)	5794	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00194	1	< 0.1%
0.00205	1	< 0.1%
0.00222	1	< 0.1%
0.00233	1	< 0.1%
0.00235	1	< 0.1%
0.00238	1	< 0.1%
0.00252	1	< 0.1%
0.00253	1	< 0.1%
0.00258	1	< 0.1%
0.00259	1	< 0.1%

Value	Count	Frequency (%)
0.16702	1	< 0.1%
0.16246	1	< 0.1%
0.15498	1	< 0.1%
0.15359	1	< 0.1%
0.15279	1	< 0.1%
0.15212	1	< 0.1%
0.1517	1	< 0.1%
0.14887	1	< 0.1%
0.14876	1	< 0.1%
0.14779	1	< 0.1%

Shimmer:APQ11
Real number (ℝ)

HIGH CORRELATION

Distinct	3283
Distinct (%)	55.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.027480861

Minimum	0.00249
Maximum	0.27546
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00249
5-th percentile	0.00954
Q1	0.015665
median	0.02271
Q3	0.032715
95-th percentile	0.060179
Maximum	0.27546
Range	0.27297
Interquartile range (IQR)	0.01705

Descriptive statistics

Standard deviation	0.019986145
Coefficient of variation (CV)	0.72727507
Kurtosis	19.160187
Mean	0.027480861
Median Absolute Deviation (MAD)	0.00811
Skewness	3.4069585
Sum	161.45006
Variance	0.00039944601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0156	8	0.1%
0.0313	7	0.1%
0.01425	7	0.1%
0.02306	7	0.1%
0.02282	6	0.1%
0.01995	6	0.1%
0.01296	6	0.1%
0.01449	6	0.1%
0.01277	6	0.1%
0.01372	6	0.1%
Other values (3273)	5810	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00249	1	< 0.1%
0.00292	1	< 0.1%
0.00296	1	< 0.1%
0.00299	1	< 0.1%
0.00318	1	< 0.1%
0.0032	2	< 0.1%
0.00346	1	< 0.1%
0.00375	1	< 0.1%
0.00378	1	< 0.1%
0.00386	1	< 0.1%

Value	Count	Frequency (%)
0.27546	1	< 0.1%
0.24711	1	< 0.1%
0.20585	1	< 0.1%
0.18636	1	< 0.1%
0.17915	1	< 0.1%
0.17668	1	< 0.1%
0.17611	1	< 0.1%
0.17411	1	< 0.1%
0.16991	1	< 0.1%
0.1686	1	< 0.1%

Shimmer:DDA
Real number (ℝ)

HIGH CORRELATION

Distinct	4223
Distinct (%)	71.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.051466941

Minimum	0.00484
Maximum	0.48802
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.00484
5-th percentile	0.016214
Q1	0.02783
median	0.04111
Q3	0.061735
95-th percentile	0.117591
Maximum	0.48802
Range	0.48318
Interquartile range (IQR)	0.033905

Descriptive statistics

Standard deviation	0.039711393
Coefficient of variation (CV)	0.7715903
Kurtosis	14.7246
Mean	0.051466941
Median Absolute Deviation (MAD)	0.01556
Skewness	3.097224
Sum	302.36828
Variance	0.0015769947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05902	6	0.1%
0.03806	6	0.1%
0.02458	6	0.1%
0.03299	5	0.1%
0.02575	5	0.1%
0.04317	5	0.1%
0.03019	5	0.1%
0.02275	5	0.1%
0.01909	5	0.1%
0.02589	5	0.1%
Other values (4213)	5822	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00484	1	< 0.1%
0.00515	1	< 0.1%
0.00533	1	< 0.1%
0.00554	1	< 0.1%
0.0058	1	< 0.1%
0.00616	1	< 0.1%
0.00632	1	< 0.1%
0.00641	1	< 0.1%
0.00643	1	< 0.1%
0.00651	1	< 0.1%

Value	Count	Frequency (%)
0.48802	1	< 0.1%
0.43283	1	< 0.1%
0.38385	1	< 0.1%
0.33863	1	< 0.1%
0.32114	1	< 0.1%
0.31721	1	< 0.1%
0.31216	1	< 0.1%
0.30884	1	< 0.1%
0.30874	1	< 0.1%
0.30293	1	< 0.1%

NHR
Real number (ℝ)

HIGH CORRELATION

Distinct	5532
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.032119818

Minimum	0.000286
Maximum	0.74826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.000286
5-th percentile	0.0041235
Q1	0.010955
median	0.018448
Q3	0.031463
95-th percentile	0.0868379
Maximum	0.74826
Range	0.747974
Interquartile range (IQR)	0.020508

Descriptive statistics

Standard deviation	0.059692306
Coefficient of variation (CV)	1.858426
Kurtosis	52.606172
Mean	0.032119818
Median Absolute Deviation (MAD)	0.00924
Skewness	6.5491226
Sum	188.70393
Variance	0.0035631713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.028055	3	0.1%
0.005335	3	0.1%
0.008311	3	0.1%
0.013965	3	0.1%
0.023978	3	0.1%
0.007452	3	0.1%
0.0155	3	0.1%
0.004856	3	0.1%
0.012619	3	0.1%
0.008019	3	0.1%
Other values (5522)	5845	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000286	1	< 0.1%
0.000304	1	< 0.1%
0.000626	1	< 0.1%
0.000627	1	< 0.1%
0.000665	1	< 0.1%
0.000774	1	< 0.1%
0.000883	1	< 0.1%
0.000993	1	< 0.1%
0.00105	1	< 0.1%
0.001121	1	< 0.1%

Value	Count	Frequency (%)
0.74826	1	< 0.1%
0.73899	1	< 0.1%
0.72537	1	< 0.1%
0.72405	1	< 0.1%
0.70867	1	< 0.1%
0.70644	1	< 0.1%
0.70463	1	< 0.1%
0.68277	1	< 0.1%
0.64281	1	< 0.1%
0.64109	1	< 0.1%

HNR
Real number (ℝ)

HIGH CORRELATION

Distinct	4780
Distinct (%)	81.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.679495

Minimum	1.659
Maximum	37.875
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	1.659
5-th percentile	14.9355
Q1	19.406
median	21.92
Q3	24.444
95-th percentile	27.93
Maximum	37.875
Range	36.216
Interquartile range (IQR)	5.038

Descriptive statistics

Standard deviation	4.2910963
Coefficient of variation (CV)	0.1979334
Kurtosis	2.5051585
Mean	21.679495
Median Absolute Deviation (MAD)	2.518
Skewness	-0.81205737
Sum	127367.03
Variance	18.413507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.581	5	0.1%
19.988	5	0.1%
23.408	5	0.1%
24.17	5	0.1%
24.312	4	0.1%
25.405	4	0.1%
24.941	4	0.1%
20.712	4	0.1%
22.184	4	0.1%
22.677	4	0.1%
Other values (4770)	5831	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.659	1	< 0.1%
1.799	1	< 0.1%
1.811	1	< 0.1%
1.853	1	< 0.1%
1.945	1	< 0.1%
1.998	1	< 0.1%
2.206	1	< 0.1%
2.236	1	< 0.1%
2.945	1	< 0.1%
2.964	1	< 0.1%

Value	Count	Frequency (%)
37.875	1	< 0.1%
37.187	1	< 0.1%
36.448	1	< 0.1%
36.309	1	< 0.1%
35.375	1	< 0.1%
34.836	1	< 0.1%
34.795	1	< 0.1%
34.555	1	< 0.1%
34.457	1	< 0.1%
33.867	1	< 0.1%

RPDE
Real number (ℝ)

HIGH CORRELATION

Distinct	5430
Distinct (%)	92.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54147293

Minimum	0.15102
Maximum	0.96608
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.15102
5-th percentile	0.375774
Q1	0.469785
median	0.54225
Q3	0.614045
95-th percentile	0.70127
Maximum	0.96608
Range	0.81506
Interquartile range (IQR)	0.14426

Descriptive statistics

Standard deviation	0.10098579
Coefficient of variation (CV)	0.186502
Kurtosis	-0.065036155
Mean	0.54147293
Median Absolute Deviation (MAD)	0.07199
Skewness	-0.037434387
Sum	3181.1535
Variance	0.010198129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.56557	3	0.1%
0.43119	3	0.1%
0.43336	3	0.1%
0.59353	3	0.1%
0.499	3	0.1%
0.56806	3	0.1%
0.58904	3	0.1%
0.52472	3	0.1%
0.55094	3	0.1%
0.50858	3	0.1%
Other values (5420)	5845	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.15102	1	< 0.1%
0.20105	1	< 0.1%
0.20929	1	< 0.1%
0.21622	1	< 0.1%
0.23945	1	< 0.1%
0.24663	1	< 0.1%
0.24871	1	< 0.1%
0.24933	1	< 0.1%
0.24934	1	< 0.1%
0.25075	1	< 0.1%

Value	Count	Frequency (%)
0.96608	1	< 0.1%
0.94792	1	< 0.1%
0.93507	1	< 0.1%
0.92615	1	< 0.1%
0.92236	1	< 0.1%
0.91559	1	< 0.1%
0.90894	1	< 0.1%
0.88808	1	< 0.1%
0.88661	1	< 0.1%
0.88634	1	< 0.1%

DFA
Real number (ℝ)

Distinct	5282
Distinct (%)	89.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65323966

Minimum	0.51404
Maximum	0.8656
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.51404
5-th percentile	0.549568
Q1	0.59618
median	0.6436
Q3	0.711335
95-th percentile	0.773601
Maximum	0.8656
Range	0.35156
Interquartile range (IQR)	0.115155

Descriptive statistics

Standard deviation	0.070901996
Coefficient of variation (CV)	0.10853903
Kurtosis	-0.88024561
Mean	0.65323966
Median Absolute Deviation (MAD)	0.05607
Skewness	0.28207846
Sum	3837.783
Variance	0.005027093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.589	4	0.1%
0.58845	4	0.1%
0.64624	4	0.1%
0.57965	4	0.1%
0.59545	4	0.1%
0.63834	3	0.1%
0.59657	3	0.1%
0.5939	3	0.1%
0.56186	3	0.1%
0.73296	3	0.1%
Other values (5272)	5840	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.51404	1	< 0.1%
0.51468	1	< 0.1%
0.51655	1	< 0.1%
0.51687	1	< 0.1%
0.51782	1	< 0.1%
0.51903	1	< 0.1%
0.51971	1	< 0.1%
0.51977	2	< 0.1%
0.52092	1	< 0.1%
0.52114	1	< 0.1%

Value	Count	Frequency (%)
0.8656	1	< 0.1%
0.8592	1	< 0.1%
0.84083	1	< 0.1%
0.83627	1	< 0.1%
0.8286	1	< 0.1%
0.82298	1	< 0.1%
0.822	1	< 0.1%
0.82148	1	< 0.1%
0.82109	1	< 0.1%
0.81901	1	< 0.1%

PPE
Real number (ℝ)

HIGH CORRELATION

Distinct	4777
Distinct (%)	81.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.21958918

Minimum	0.021983
Maximum	0.73173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	46.0 KiB

Quantile statistics

Minimum	0.021983
5-th percentile	0.099762
Q1	0.15634
median	0.2055
Q3	0.26449
95-th percentile	0.396067
Maximum	0.73173
Range	0.709747
Interquartile range (IQR)	0.10815

Descriptive statistics

Standard deviation	0.091498494
Coefficient of variation (CV)	0.41668034
Kurtosis	1.9517927
Mean	0.21958918
Median Absolute Deviation (MAD)	0.0533
Skewness	1.0908189
Sum	1290.0864
Variance	0.0083719744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.086541	15	0.3%
0.092377	11	0.2%
0.095174	10	0.2%
0.10562	10	0.2%
0.13455	10	0.2%
0.13399	9	0.2%
0.10054	9	0.2%
0.1386	9	0.2%
0.10806	9	0.2%
0.080358	8	0.1%
Other values (4767)	5775	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.021983	1	< 0.1%
0.02321	1	< 0.1%
0.026336	1	< 0.1%
0.02761	2	< 0.1%
0.028277	1	< 0.1%
0.032858	2	< 0.1%
0.033166	1	< 0.1%
0.033362	1	< 0.1%
0.035155	1	< 0.1%
0.037631	1	< 0.1%

Value	Count	Frequency (%)
0.73173	1	< 0.1%
0.73152	1	< 0.1%
0.69056	1	< 0.1%
0.6779	1	< 0.1%
0.64991	1	< 0.1%
0.64669	1	< 0.1%
0.64235	1	< 0.1%
0.6189	1	< 0.1%
0.61445	1	< 0.1%
0.60333	1	< 0.1%

Auto

Heatmap
Table

	subject#	age	test_time	motor_UPDRS	total_UPDRS	Jitter(%)	Jitter(Abs)	Jitter:RAP	Jitter:PPQ5	Jitter:DDP	Shimmer	Shimmer(dB)	Shimmer:APQ3	Shimmer:APQ5	Shimmer:APQ11	Shimmer:DDA	NHR	HNR	RPDE	DFA	PPE	sex
subject#	1.000	-0.010	0.000	0.242	0.275	0.147	0.072	0.144	0.133	0.144	0.084	0.072	0.062	0.067	0.110	0.062	0.124	-0.168	0.140	0.104	0.144	0.400
age	-0.010	1.000	0.012	0.303	0.319	0.171	0.131	0.139	0.169	0.139	0.274	0.277	0.241	0.261	0.301	0.241	0.171	-0.184	0.135	-0.091	0.184	0.463
test_time	0.000	0.012	1.000	0.059	0.062	-0.007	-0.008	-0.017	-0.005	-0.017	-0.026	-0.021	-0.019	-0.023	-0.030	-0.019	-0.026	0.033	-0.039	0.018	-0.004	0.090
motor_UPDRS	0.242	0.303	0.059	1.000	0.958	0.128	0.072	0.107	0.120	0.107	0.136	0.140	0.114	0.121	0.164	0.114	0.136	-0.158	0.118	-0.131	0.163	0.121
total_UPDRS	0.275	0.319	0.062	0.958	1.000	0.129	0.104	0.109	0.118	0.109	0.138	0.140	0.120	0.125	0.161	0.120	0.144	-0.162	0.150	-0.142	0.155	0.240
Jitter(%)	0.147	0.171	-0.007	0.128	0.129	1.000	0.902	0.956	0.959	0.956	0.653	0.673	0.616	0.622	0.635	0.616	0.798	-0.757	0.529	0.441	0.845	0.123
Jitter(Abs)	0.072	0.131	-0.008	0.072	0.104	0.902	1.000	0.822	0.887	0.822	0.625	0.634	0.580	0.606	0.635	0.580	0.746	-0.757	0.634	0.495	0.804	0.246
Jitter:RAP	0.144	0.139	-0.017	0.107	0.109	0.956	0.822	1.000	0.948	1.000	0.645	0.657	0.632	0.617	0.599	0.632	0.745	-0.727	0.445	0.430	0.772	0.106
Jitter:PPQ5	0.133	0.169	-0.005	0.120	0.118	0.959	0.887	0.948	1.000	0.948	0.687	0.699	0.657	0.667	0.668	0.657	0.753	-0.790	0.510	0.480	0.844	0.159
Jitter:DDP	0.144	0.139	-0.017	0.107	0.109	0.956	0.822	1.000	0.948	1.000	0.645	0.657	0.632	0.617	0.599	0.632	0.745	-0.727	0.445	0.430	0.772	0.106
Shimmer	0.084	0.274	-0.026	0.136	0.138	0.653	0.625	0.645	0.687	0.645	1.000	0.986	0.983	0.990	0.962	0.983	0.651	-0.798	0.478	0.284	0.640	0.230
Shimmer(dB)	0.072	0.277	-0.021	0.140	0.140	0.673	0.634	0.657	0.699	0.657	0.986	1.000	0.963	0.972	0.950	0.963	0.684	-0.784	0.470	0.263	0.657	0.238
Shimmer:APQ3	0.062	0.241	-0.019	0.114	0.120	0.616	0.580	0.632	0.657	0.632	0.983	0.963	1.000	0.981	0.915	1.000	0.620	-0.778	0.428	0.258	0.590	0.186
Shimmer:APQ5	0.067	0.261	-0.023	0.121	0.125	0.622	0.606	0.617	0.667	0.617	0.990	0.972	0.981	1.000	0.959	0.981	0.621	-0.792	0.456	0.286	0.621	0.241
Shimmer:APQ11	0.110	0.301	-0.030	0.164	0.161	0.635	0.635	0.599	0.668	0.599	0.962	0.950	0.915	0.959	1.000	0.915	0.620	-0.789	0.504	0.307	0.662	0.217
Shimmer:DDA	0.062	0.241	-0.019	0.114	0.120	0.616	0.580	0.632	0.657	0.632	0.983	0.963	1.000	0.981	0.915	1.000	0.620	-0.778	0.428	0.258	0.590	0.186
NHR	0.124	0.171	-0.026	0.136	0.144	0.798	0.746	0.745	0.753	0.745	0.651	0.684	0.620	0.621	0.620	0.620	1.000	-0.759	0.604	0.147	0.729	0.208
HNR	-0.168	-0.184	0.033	-0.158	-0.162	-0.757	-0.757	-0.727	-0.790	-0.727	-0.798	-0.784	-0.778	-0.792	-0.789	-0.778	-0.759	1.000	-0.646	-0.359	-0.755	0.254
RPDE	0.140	0.135	-0.039	0.118	0.150	0.529	0.634	0.445	0.510	0.445	0.478	0.470	0.428	0.456	0.504	0.428	0.604	-0.646	1.000	0.190	0.548	0.245
DFA	0.104	-0.091	0.018	-0.131	-0.142	0.441	0.495	0.430	0.480	0.430	0.284	0.263	0.258	0.286	0.307	0.258	0.147	-0.359	0.190	1.000	0.415	0.195
PPE	0.144	0.184	-0.004	0.163	0.155	0.845	0.804	0.772	0.844	0.772	0.640	0.657	0.590	0.621	0.662	0.590	0.729	-0.755	0.548	0.415	1.000	0.255
sex	0.400	0.463	0.090	0.121	0.240	0.123	0.246	0.106	0.159	0.106	0.230	0.238	0.186	0.241	0.217	0.186	0.208	0.254	0.245	0.195	0.255	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	subject#	age	test_time	motor_UPDRS	total_UPDRS	Jitter(%)	Jitter(Abs)	Jitter:RAP	Jitter:PPQ5	Jitter:DDP	Shimmer	Shimmer(dB)	Shimmer:APQ3	Shimmer:APQ5	Shimmer:APQ11	Shimmer:DDA	NHR	HNR	RPDE	DFA	PPE
0	1	72	5.6431	28.199	34.398	0.00662	0.000034	0.00401	0.00317	0.01204	0.02565	0.230	0.01438	0.01309	0.01662	0.04314	0.014290	21.640	0.41888	0.54842	0.16006
1	1	72	12.6660	28.447	34.894	0.00300	0.000017	0.00132	0.00150	0.00395	0.02024	0.179	0.00994	0.01072	0.01689	0.02982	0.011112	27.183	0.43493	0.56477	0.10810
2	1	72	19.6810	28.695	35.389	0.00481	0.000025	0.00205	0.00208	0.00616	0.01675	0.181	0.00734	0.00844	0.01458	0.02202	0.020220	23.047	0.46222	0.54405	0.21014
3	1	72	25.6470	28.905	35.810	0.00528	0.000027	0.00191	0.00264	0.00573	0.02309	0.327	0.01106	0.01265	0.01963	0.03317	0.027837	24.445	0.48730	0.57794	0.33277
4	1	72	33.6420	29.187	36.375	0.00335	0.000020	0.00093	0.00130	0.00278	0.01703	0.176	0.00679	0.00929	0.01819	0.02036	0.011625	26.126	0.47188	0.56122	0.19361
5	1	72	40.6520	29.435	36.870	0.00353	0.000023	0.00119	0.00159	0.00357	0.02227	0.214	0.01006	0.01337	0.02263	0.03019	0.009438	22.946	0.53949	0.57243	0.19500
6	1	72	47.6490	29.682	37.363	0.00422	0.000024	0.00212	0.00221	0.00637	0.04352	0.445	0.02376	0.02621	0.03488	0.07128	0.013260	22.506	0.49250	0.54779	0.17563
7	1	72	54.6400	29.928	37.857	0.00476	0.000025	0.00226	0.00259	0.00678	0.02191	0.212	0.00979	0.01462	0.01911	0.02937	0.027969	22.929	0.47712	0.54234	0.23844
8	1	72	61.6690	30.177	38.353	0.00432	0.000029	0.00156	0.00207	0.00468	0.04296	0.371	0.01774	0.02134	0.03451	0.05323	0.013381	22.078	0.51563	0.61864	0.20037
9	1	72	68.6880	30.424	38.849	0.00496	0.000027	0.00258	0.00253	0.00773	0.03610	0.310	0.02030	0.01970	0.02569	0.06089	0.018021	22.606	0.50032	0.58673	0.20117

	subject#	age	test_time	motor_UPDRS	total_UPDRS	Jitter(%)	Jitter(Abs)	Jitter:RAP	Jitter:PPQ5	Jitter:DDP	Shimmer	Shimmer(dB)	Shimmer:APQ3	Shimmer:APQ5	Shimmer:APQ11	Shimmer:DDA	NHR	HNR	RPDE	DFA	PPE
5865	42	61	106.76	25.029	36.029	0.00329	0.000024	0.00144	0.00132	0.00432	0.02045	0.180	0.01020	0.01287	0.01776	0.03059	0.010377	24.873	0.51983	0.56668	0.113820
5866	42	61	115.65	24.401	35.401	0.00448	0.000036	0.00208	0.00226	0.00625	0.02386	0.213	0.01121	0.01475	0.01971	0.03362	0.035738	21.252	0.62957	0.57942	0.245670
5867	42	61	121.63	23.979	34.979	0.00250	0.000019	0.00116	0.00136	0.00347	0.02217	0.193	0.01104	0.01316	0.01987	0.03313	0.012234	20.661	0.47256	0.57177	0.139550
5868	42	61	128.67	23.482	34.482	0.00249	0.000021	0.00066	0.00104	0.00198	0.01613	0.142	0.00469	0.00773	0.01997	0.01406	0.007452	25.258	0.52976	0.54378	0.088268
5869	42	61	136.80	22.908	33.908	0.00274	0.000021	0.00118	0.00138	0.00355	0.02526	0.218	0.01375	0.01595	0.02108	0.04126	0.006058	23.935	0.45357	0.56142	0.134460
5870	42	61	142.79	22.485	33.485	0.00406	0.000031	0.00167	0.00168	0.00500	0.01896	0.160	0.00973	0.01133	0.01549	0.02920	0.025137	22.369	0.64215	0.55314	0.213670
5871	42	61	149.84	21.988	32.988	0.00297	0.000025	0.00119	0.00147	0.00358	0.02315	0.215	0.01052	0.01277	0.01904	0.03157	0.011927	22.886	0.52598	0.56518	0.126210
5872	42	61	156.82	21.495	32.495	0.00349	0.000025	0.00152	0.00187	0.00456	0.02499	0.244	0.01371	0.01456	0.01877	0.04112	0.017701	25.065	0.47792	0.57888	0.141570
5873	42	61	163.73	21.007	32.007	0.00281	0.000020	0.00128	0.00151	0.00383	0.01484	0.131	0.00693	0.00870	0.01307	0.02078	0.007984	24.422	0.56865	0.56327	0.142040
5874	42	61	170.73	20.513	31.513	0.00282	0.000021	0.00135	0.00166	0.00406	0.01907	0.171	0.00946	0.01154	0.01470	0.02839	0.008172	23.259	0.58608	0.57077	0.153360

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample